Container Registry Bias Analysis - Linux-first Docs for Azure

Container Registry Quickstart: Deploying the Connected Registry Arc Extension ...iner-registry/quickstart-connected-registry-arc-cli.md

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Scanned: 2026-01-14 00:00

Reviewed by: LLM Analysis

Issues: 1 bias type

Detected Bias Types

Windows First

Summary

The documentation provides both Bash and PowerShell examples for generating the protected settings JSON file, but the Bash example is shown first and is more clearly explained. There is no evidence of exclusive use of Windows tools, PowerShell-heavy bias, or missing Linux examples. All critical steps are covered with cross-platform CLI and kubectl commands.

Recommendations

Ensure that both Bash and PowerShell examples are equally detailed and placed side-by-side or clearly marked as alternatives.
Explicitly state that Bash commands work on Linux/macOS and that PowerShell commands are for Windows users.
Consider including a short note at the top clarifying platform compatibility for each example.

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Container Registry Store Helm Charts in Azure Container Registry ...es/container-registry/container-registry-helm-repos.md

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Scanned: 2026-01-13 00:00

Reviewed by: LLM Analysis

Issues: 2 bias types

Detected Bias Types

Windows First Missing Linux Example

Summary

The documentation page demonstrates a subtle Windows bias in its command examples and environment variable usage. The initial example for setting environment variables uses the Windows 'set' command, with no Linux/macOS equivalent ('export') provided. While most commands are cross-platform (Helm and Azure CLI), the absence of explicit Linux/macOS instructions for environment variables and authentication may cause confusion for non-Windows users. No PowerShell-specific commands or Windows-only tools are present, but the ordering and omission of Linux/macOS alternatives indicate a minor bias.

Recommendations

Provide both Windows ('set VAR=val') and Linux/macOS ('export VAR=val') examples when setting environment variables.
Clarify that Azure CLI and Helm commands are cross-platform, and explicitly mention any OS-specific differences where relevant.
Add notes or tabs for platform-specific instructions, especially in authentication and environment setup sections.
Ensure all command snippets are tested and presented for both Windows and Linux/macOS shells.

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Container Registry Cross-Tenant Authentication from AKS to ACR ...es/container-registry/authenticate-aks-cross-tenant.md

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Scanned: 2026-01-13 00:00

Reviewed by: LLM Analysis

Issues: 1 bias type

Detected Bias Types

Missing Linux Example

Summary

The documentation does not provide any OS-specific command-line examples, but it also does not mention or show any Windows-specific tools, PowerShell commands, or patterns. All steps are described using the Azure portal or generic Azure CLI references, without explicit examples for either Windows or Linux/macOS environments. However, there is a minor bias in that no Linux/macOS-specific guidance or examples are provided, which could help users who prefer or require CLI-based workflows.

Recommendations

Add Azure CLI command-line examples for each step, ensuring they are cross-platform and work on Linux/macOS as well as Windows.
Explicitly mention that the Azure CLI commands are supported on all major platforms.
Where portal steps are described, offer equivalent CLI commands as an alternative for users who prefer not to use the Azure portal.
If any step requires a tool or method that behaves differently on Linux/macOS, note the differences or provide platform-specific guidance.

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Container Registry Manage Public Content in Private Container Registry ...icles/container-registry/buffer-gate-public-content.md

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Scanned: 2026-01-13 00:00

Reviewed by: LLM Analysis

Issues: 2 bias types

Detected Bias Types

Windows First Powershell Heavy

Summary

The documentation provides both Azure CLI and Azure PowerShell examples for importing images into Azure Container Registry, but the PowerShell example is given equal prominence and detail as the CLI example, and PowerShell is a Windows-centric tool. There are no Linux/macOS-specific shell examples (e.g., Bash scripts), nor is there mention of Linux-native tools or workflows. The ordering of examples (CLI first, then PowerShell) is neutral, but the inclusion of PowerShell as a primary method may suggest a slight Windows bias. However, the Azure CLI example is cross-platform and suitable for Linux/macOS users.

Recommendations

Add explicit Bash/shell script examples for Linux/macOS users, especially for common tasks like image import.
Clarify that Azure CLI commands work on Linux/macOS and Windows equally, and provide platform-specific notes if needed.
If PowerShell is mentioned, also mention Bash or other Linux-native scripting options for parity.
Consider including a section or note highlighting Linux/macOS workflows and tools for managing Azure Container Registry.

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Container Registry Access Registry Images from ACI ...cles/container-registry/container-registry-auth-aci.md

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Scanned: 2026-01-13 00:00

Reviewed by: LLM Analysis

Issues: 2 bias types

Detected Bias Types

Windows First Powershell Heavy

Summary

The documentation provides both Azure CLI and Azure PowerShell sample scripts, but references to PowerShell (a Windows-centric tool) are given equal prominence to Azure CLI, and there is no explicit mention of Linux/macOS shell environments or examples. The only environment-specific note is about setting MSYS_NO_PATHCONV for 'on-perm bash', which is vague and does not directly address Linux/macOS users. The ordering of examples and links does not prioritize Linux-native tools or workflows.

Recommendations

Explicitly mention Linux/macOS compatibility and provide clear bash/zsh examples.
Clarify the 'on-perm bash' note to directly reference Linux/macOS environments.
Add troubleshooting notes for common Linux/macOS issues (e.g., file permissions, environment variables).
Ensure that Azure CLI examples are shown before PowerShell, and highlight that CLI works cross-platform.
Include links to Linux/macOS-specific documentation or guides where relevant.

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Container Registry Push & Pull Container Image using Azure Container Registry ...-registry/container-registry-get-started-docker-cli.md

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Scanned: 2026-01-13 00:00

Reviewed by: LLM Analysis

Issues: 3 bias types

Detected Bias Types

Windows First Powershell Heavy 🔧 Windows Tools

Summary

The documentation page exhibits mild Windows bias. Azure PowerShell examples are given equal prominence to Azure CLI, and Windows-centric tools like Visual Studio Code are recommended. The instructions for stopping containers use 'Control+C', which is universal but often associated with Windows. However, Docker CLI commands are cross-platform, and Linux/macOS installation links are provided. No Linux-specific examples or troubleshooting are present, and PowerShell is mentioned before any Linux shell alternatives.

Recommendations

Add explicit Bash or shell examples for Linux/macOS users alongside PowerShell, especially in authentication and image removal sections.
Include Linux/macOS-specific tips (e.g., stopping containers, file permissions, troubleshooting common issues).
Balance tool recommendations by mentioning Linux-native editors (e.g., VS Code on Linux, Vim, etc.) and alternatives to PowerShell.
Where PowerShell is mentioned, clarify that Bash or other shells can be used on Linux/macOS and provide equivalent commands if needed.

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Container Registry Quickstart - Create Registry in Portal ...iner-registry/container-registry-get-started-portal.md

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Scanned: 2026-01-13 00:00

Reviewed by: LLM Analysis

Issues: 2 bias types

Detected Bias Types

Windows First Powershell Heavy

Summary

The documentation provides both Azure CLI and Azure PowerShell instructions for signing in to the registry, but PowerShell (a Windows-centric tool) is given equal prominence to Azure CLI, and examples for both are shown in parallel tabs. There is no explicit Linux/macOS bias, but PowerShell is not natively available on most Linux/macOS systems. The overall flow is platform-neutral, with Docker instructions and portal steps applicable to all OSes. However, the inclusion of PowerShell as a primary method may create friction for Linux/macOS users, who are more likely to use Azure CLI.

Recommendations

Make Azure CLI the default or primary example, as it is cross-platform and preferred on Linux/macOS.
Clearly indicate that PowerShell is optional and primarily for Windows users.
Add a note clarifying that Azure CLI is recommended for Linux/macOS, and PowerShell for Windows.
Consider moving CLI examples before PowerShell examples, or providing CLI-only instructions unless PowerShell is required.
Ensure that all steps can be completed using CLI commands on Linux/macOS, and highlight any differences if they exist.

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Container Registry Manage OCI Artifacts and Supply Chain Artifacts with ORAS ...ntainer-registry/container-registry-manage-artifact.md

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Scanned: 2026-01-13 00:00

Reviewed by: LLM Analysis

Issues: 3 bias types

Detected Bias Types

Windows First Powershell Heavy 🔧 Windows Tools

Summary

The documentation provides both Linux/macOS and Windows examples for key ORAS CLI commands, but Windows examples (using .cmd syntax) are consistently shown after Linux/macOS examples. There is a notable mention of Docker Desktop credential store, which is primarily a Windows tool, and some authentication instructions reference Windows-specific patterns. However, Linux/macOS users are generally able to follow all steps, and most commands are shown in bash syntax first.

Recommendations

Ensure that Linux/macOS and Windows instructions are presented with equal prominence, possibly side-by-side or in tabs.
Clarify Docker credential store usage for Linux (e.g., mention pass, secretservice, or other Linux-native credential helpers).
Where Windows-specific instructions are given, provide equivalent Linux/macOS instructions if any differences exist.
Review authentication sections to ensure Linux/macOS users are not left out when Docker Desktop is referenced.
Consider using platform-agnostic command blocks or explicitly note platform differences.

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Container Registry Azure Container Registry custom roles ...ainer-registry/container-registry-rbac-custom-roles.md

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Scanned: 2026-01-13 00:00

Reviewed by: LLM Analysis

Issues: 2 bias types

Detected Bias Types

Powershell Heavy Windows First

Summary

The documentation provides both Azure CLI and Azure PowerShell examples for listing permissions, but PowerShell is mentioned and shown alongside CLI, which can signal a Windows-centric approach. In the 'Creating or updating a custom role' and 'Assigning a custom role' sections, Azure PowerShell is listed as a primary tool, and the order of tools sometimes places PowerShell before or alongside CLI, which may subtly prioritize Windows workflows. No Linux-specific tools or shell examples are provided, and there is no explicit mention of Linux/macOS compatibility or parity.

Recommendations

Ensure Azure CLI examples are shown first, as it is cross-platform and preferred on Linux/macOS.
Explicitly mention that Azure CLI and Azure PowerShell are both available on Windows, Linux, and macOS.
Add Bash or shell script examples where appropriate to demonstrate Linux workflows.
Avoid listing PowerShell before CLI unless there is a technical reason.
Clarify that all shown commands work on Linux/macOS unless otherwise noted.

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Container Registry Azure Container Registry SKU Features and Limits ...articles/container-registry/container-registry-skus.md

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Scanned: 2026-01-13 00:00

Reviewed by: LLM Analysis

Issues: 3 bias types

Detected Bias Types

Windows First Powershell Heavy 🔧 Windows Tools

Summary

The documentation provides both Azure CLI and Azure PowerShell examples for key operations (showing usage, changing SKUs), but PowerShell is mentioned explicitly and examples are given alongside CLI. The PowerShell references and examples may be more familiar to Windows users, and PowerShell is a Windows-centric tool, though it is now cross-platform. There are no explicit Linux/macOS shell examples (e.g., Bash), and CLI examples are not shown as the primary or sole method. The order of presentation sometimes puts PowerShell before or alongside CLI, rather than CLI first (which is more universal).

Recommendations

Present Azure CLI examples first, as CLI is cross-platform and more widely used outside Windows.
Add explicit Bash/shell examples where relevant, especially for Linux/macOS users.
Clarify that PowerShell is available cross-platform, but note that CLI is often preferred for Linux/macOS.
Consider separating Windows-specific tooling (PowerShell) into a distinct section, or mark it as optional for Windows users.
Ensure that all examples and instructions can be completed using CLI alone, without requiring PowerShell.

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Container Registry Quickstart- Manage Container Registry Content with Azure Client Libraries ...cles/container-registry/quickstart-client-libraries.md

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Scanned: 2026-01-13 00:00

Reviewed by: LLM Analysis

Issues: 2 bias types

Detected Bias Types

🔧 Windows Tools Windows First

Summary

The documentation page shows mild Windows bias in the prerequisites section, where Azure PowerShell and Azure Portal are mentioned as options to create a registry before the Azure CLI. The package installation examples for each language use cross-platform tools (npm, pip, go get, etc.), and the code samples themselves are platform-neutral. However, the only explicit shell example shown is PowerShell for .NET package installation, and Azure PowerShell is mentioned before Azure CLI in the registry creation instructions. No Linux/macOS-specific instructions or examples are missing, but Windows tools are referenced first.

Recommendations

List Azure CLI before Azure PowerShell and Portal in the prerequisites, as CLI is cross-platform.
Provide Bash or shell examples alongside PowerShell for .NET package installation.
Clarify that all client libraries and CLI commands work on Linux/macOS as well as Windows.
Add explicit notes or links for Linux/macOS users where relevant, especially in setup sections.

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Container Registry Quickstart: Deploying the Connected Registry Arc Extension ...iner-registry/quickstart-connected-registry-arc-cli.md

Low Priority View Details →

Scanned: 2026-01-13 00:00

Reviewed by: LLM Analysis

Issues: 2 bias types

Detected Bias Types

Powershell Heavy Windows First

Summary

The documentation provides both Bash and PowerShell examples for generating the protected settings JSON file, but the PowerShell example is given equal prominence and uses Windows-specific syntax (echo, tr -d '\r'), which is not portable to Linux/macOS. The Bash example is listed first, but the presence of a dedicated PowerShell tab and Windows-centric command patterns may create friction for Linux/macOS users. No Linux-specific tools or patterns are missing, and all CLI commands are cross-platform, but the PowerShell example could be confusing for non-Windows users.

Recommendations

Clearly indicate which example is for Windows and which is for Linux/macOS, using tabbed sections labeled 'Windows (PowerShell)' and 'Linux/macOS (Bash)'.
Add a note clarifying that the PowerShell example is intended for Windows users, and the Bash example for Linux/macOS.
Consider providing a macOS-specific example if there are any platform-specific nuances.
Review the PowerShell example to ensure it does not introduce unnecessary complexity for Linux/macOS users (e.g., avoid using 'tr -d "\r"' unless needed).
Ensure that the Bash example is complete and works as expected on both Linux and macOS.

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Container Registry

Bias Trend Over Time

Pages with Bias Issues